CN107967289A - The definition for the period acts suggesting system for wearing - Google Patents

Abstract

This application involves a kind of the definition for the period to act suggesting system for wearing, there is provided for providing the definition for the period system and method that action is suggested.In an example embodiment, a kind of method includes the data for having time limit activity for receiving instruction user request from user apparatus by one or more computing devices.This have the time limit activity it is associated with the period.This method is included by the identification of one or more computing devices with asking one or more parameters that to have the user of time limit activity associated.This method includes being based at least partially on the one or more parameters associated with user and the period associated with there is time limit activity, and the action suggested is determined by one or more computing devices.This method includes providing the output for the action that instruction is suggested from one or more computing devices to user apparatus.

Description

The definition for the period acts suggesting system for wearing

Technical field

Present disclose relates generally to the action of user's suggestion to user apparatus, and more specifically, it is related to for leading The definition for the period system and method that action is suggested are provided dynamicly.

Background technology

The action that frequent user's request is taken by their mobile device or other computer installations, such as performs and searches Rope, or provide instruction to specific geographic location point interested.Mobile device can handle the request and perform task (example Such as, navigate), to meet the request of user.When task starts, user often faces free time.In this phase free time Between, user may become boring, so that otherwise it is the valuable chance for providing a user help to waste.In some cases, user Actively some contents can be searched in the mobile device of user and take the time of user.However, this active search can use Valuable computing resource, and the potentially notice of dispersion user.

The content of the invention

The aspect and advantage of embodiment of the disclosure will be set forth in part in the description that follows, or can be from description middle school Practise, or can be understood by the practice to embodiment.

One instance aspect of the disclosure is related to a kind of computer implemented side for being used to provide the definition for the period action suggestion Method.This method includes receiving the number for having time limit activity of instruction user request from user apparatus by one or more computing device According to.Have the time limit activity it is associated with the period.This method includes being identified with asking sometimes by one or more computing device One or more parameter that the user of limit activity is associated.This method is included based on this associated with user or more A parameter and the period associated with there is time limit activity, at least partially determined and built by one or more computing device The action of view.This method includes providing the defeated of the proposed action of instruction from one or more computing device to user apparatus Go out.

Another instance aspect of the disclosure is related to a kind of system for being used to provide the definition for the period action suggestion.The system bag Include one or more processor and one or more storage arrangement.One or more storage arrangement be stored in by One or more processor causes one or more processor to perform the instruction operated when performing.These operations include The data for having time limit activity of instruction user request are received from user apparatus.This have the time limit activity it is associated with the period.These Operation includes identification with asking one or more parameter that to have the user of time limit activity associated.These operations include at least portion Divide ground based on the parameter associated with user and with there is the movable associated period in time limit to determine proposed action.Built The action of view can be completed within the period associated with there is time limit activity.These operations include providing instruction to user apparatus The output of proposed action.

Another instance aspect of the disclosure is related to the one or more tangible non-transient of storage computer-readable instruction Property computer-readable medium, the computer-readable instruction cause when being performed by one or more processor this or Multiple processors perform operation.These operations include receiving that instruction, user associated with the period ask time limit activity Data.These operations include identification with asking one or more parameter that to have the user of time limit activity associated.These behaviour Make to include being based at least partially on the parameter associated with user and the period associated with there is time limit activity to determine to be built The action of view.Proposed action can be completed within the period associated with there is time limit activity.These operation include to Family device provides the output of the action proposed by instruction.User apparatus is configured as passing on proposed action to user.

Other instance aspects of the disclosure are related to for providing the definition for the period system that action is suggested, method, equipment, tangible Non-transitory computer-readable medium, user interface, storage arrangement, and user apparatus.

With reference to the following description and the appended claims, these and other feature, aspect and the advantage of various embodiments will become It must be best understood from.The attached drawing for being incorporated in this specification and forming the part of this specification shows embodiment of the disclosure, and And it is used to explain relative theory together with the description.

Brief description of the drawings

For those of ordinary skill in the art, refer to the attached drawing is discussed in detail embodiment in the present specification, in figure：

Fig. 1 describes the instance system according to disclosure exemplary embodiment；

Fig. 2 describes the example user interface of the exemplary embodiment according to the disclosure；

Fig. 3 describes the training of the machine learning model of the exemplary embodiment according to the disclosure；

Fig. 4 describes the flow chart of the case method of the exemplary embodiment according to the disclosure；With

Fig. 5 describes the instance system of the exemplary embodiment according to the disclosure.

Embodiment

It is shown in the drawings now with detailed reference to embodiment, one or more of examples.By to embodiment Explain to provide each example, rather than the limitation disclosure.In fact, it will be apparent to one skilled in the art that In the case where not departing from the scope of the present disclosure or spirit, various modifications and change can be carried out to embodiment.For example, as one The feature of part instruction or the description of a embodiment can be used together with another embodiment, further real to produce Apply example.Therefore, it is intended that cover these modifications and variations in terms of the disclosure.

The instance aspect of the disclosure is related to when performing another time-constrain activity, there is provided for user when given Between the definition for the period action completed in section suggest.Have time limit activity can be, for example, with for completing the movable special time period Associated activity.For example, user, which can ask its user apparatus (for example, mobile phone) to perform, time limit activity, such as Navigate the user to destination locations.The period associated with navigating to destination locations can include advancing to purpose status Put the required time.User apparatus can know the data sending that indicate navigation activity to computing system, the computing system One or more not associated with user parameter.Those parameters can include the soft of the user apparatus for for example downloading to user Part application, the blog that user often listens to, the calendar of user, the contact person etc. of user.Computing system can use and user's phase One or more associated parameter, to suggest to complete advancing in the required time of destination to user on one's own initiative Specific action.For example, in the situation that the traveling time to the position is 45 minutes, computing system can suggest user The favorite blog of user, 42 minutes long collection are listened to, so that when user advances to destination locations, is broadcast Visitor can provide amusement to the user.In this way, the system and method for the disclosure can have time limit movable (example what user asked Such as, navigate) when being just done, provide the action of the suggestion during the otherwise idle time to the user on one's own initiative.

More specifically, user can have time limit activity via subscriber apparatus requests.As indicated abovely, there is time limit activity Can be associated with the period that activity is completed.User apparatus can include mobile phone, tablet computer, laptop computer Deng.As an example, user can ask user apparatus to navigate the user to destination locations.The time associated with this navigation Section can include the time that user advances to destination locations.In another example, user can use her user apparatus Send the transport request (for example, via multiply (rideshare) software application altogether) that user is taken to airport, and the period energy Enough include requested vehicle to reach to connect the scheduled time used in user.According to the aspect of the disclosure, user apparatus can Sending instruction to remote computing system has the data of time limit activity.

Computing system can receive the data for having time limit activity of instruction user request, and by its associated period Compared with initial time threshold value.This can allow for computing system to determine whether to be worth to suggest one during the period for user A action.Initial time threshold value can be chosen (for example, by user, system manager, default setting) into causing：If with having The time limit activity associated period is less than threshold value, then computing system will not be that user suggests an action.For example, initial time Threshold value can be 30 seconds, one minute, two minutes etc..If the period associated with there is time limit activity is higher than initial time threshold Value, then computing system can be that user suggests an action.

In order to assist in the appropriate action specifically to user, computing system can identify one associated with user A or multiple parameters.For example, computing system can obtain first group of parameter (for example, contacts list, pending from user apparatus Item list), and/or from away from user apparatus computing device obtain second group of parameter (for example, user's calendar, download it is soft Part application, the media content downloaded, search inquiry, e-mail data).In some implementations, these parameters can include position Put (for example, destination, current location of user), time of day, the type etc. of user apparatus.Remote-control device can be included for example , based on cloud server system associated with the supplier of user apparatus and/or its operating system.

In addition to the above, control can be provided a user, with allow user on system described here, Whether and when program or feature can enable to collect user information (for example, the social networks of relevant user, society move Make the information of the current location of either activity, occupation, the preference of user or user) and whether sent out from server to user Perhaps communication these two aspects is maked decision in sending.In addition, some data are before it is by storage or use, can be by with one kind Or various ways processing, to eliminate personally identifiable information.For example, the identity of user can be handled so that Bu Nengwei User determines personally identifiable information.Therefore, user can control the information collected on user, how use the information, and Any information provided a user.

Computing system can be based at least partially on parameter and the period associated with there is time limit activity, true for user Fixed proposed action.This can allow for computing system suggestion to customize and can have with what user asked for specific user The action that time limit activity is completed in the associated period.Moreover, the system can be user's proposal action on one's own initiative, without User asks specific action and/or in other ways from the action proposed by system request.In some implementations, it is proposed dynamic Work can include position specific action, such as along the suggestion anchor point (for example, restaurant, shop) of route of travel.Position is specific Action can include the action of (and/or associated there) specific location (for example, for completing the action) really.One In a little realizations, proposed action can include task specific action, such as entertaining those of user and/or being used for realization Those of specific user's target.Moreover, task specific action can not include (and/or not associated there) specific location The action of (for example, for completing the action).User need not advance to specific location, into specific location, etc., to complete Task specific action.It will spend drive to destination within 45 minutes as an example, computing system can receive instruction user Navigation activity data.Computing system can identify the media content that instruction is typically transmitted as a stream by user and/or downloaded The parameter of (for example, blog).Computing system can suggest user on one's own initiative during the range of driving of 45 minutes, listen to user most The collection of drama of 42 minutes of the blog (for example, blog A) liked, to entertain user.In another example, computing system energy It is enough to receive instruction from the current location of user to the data of the transport request on airport.The vehicle of request reaches the position of user to connect Upper user will use the ten minutes of estimation.Computing system, which can be identified on the day of instruction user, later airline's boat Class, associated with user's calendar parameter, and suggest user's boarding to her flight to user on one's own initiative.This can allow for User completes boarding to the purpose of her flight.In another example, computing system can identify that instruction user is wanted at certain One moment " calling drycleaner's ", associated with the do list of user parameter.Computing system can suggest that user exists Vehicle is waited " to call drycleaner's " when reaching.In these examples, proposed action can with have the time limit activity (for example, Navigation, transport request) completed in associated period.

In some implementations, computing system can be based at least partially on user request have the time limit activity it is associated User participates in rank and/or Activity Type, to determine proposed action.User, which participates in rank, can indicate there is being time limit activity Execution during, interactive degree needed for user (or its deficiency).This can allow for computing system to propose context aware and activity Appropriate suggestion.For example, it is contemplated that to Activity Type (for example, along can navigation way travel), the user of navigation activity participates in level Can not be high.In view of Activity Type (for example, waiting vehicle), it can be low that the user of transport request activity, which participates in rank, 's.Therefore, it is high to participate in rank in user, and/or Activity Type (for example, drive) instruction user will participate in more energetically Situation in, the action (for example, listening blog) for the active interaction that computing system can suggest user may be needed less.However, It is low, and/or feelings that Activity Type (for example, wait ride) instruction user less will be participated in energetically to participate in rank in user In shape, the action that computing system can suggest that more users' active interactions may be needed is (for example, using user apparatus to user Flight checks in, fills in passport renewal application).Additionally, and/or alternately, proposed action can be at least partly Ground based on user ask have the time limit it is movable the reason for.For example, if user's request navigates to the Sheng Dafei of New Mexico, Computing system can suggest that user listens to the blog related with Sheng Dafei.

Computing system can provide the output of the action proposed by instruction to user apparatus.For example, computing system can produce The audio output of action proposed by raw instruction is (for example, " range of driving from your position to destination is 45 minutes, you have A collection of one blog A is 42 minutes, you listen to blog”).Additionally, and/or alternately, computing system can The visual output of the action proposed by instruction, such as user interface are produced, and/or can be shown on a user interface via user apparatus The message shown.User is able to confirm that proposed action to realize it, or refuses proposed action and ignore.Such as this In will be described with ground, computing system can using these confirmation and/or refuse track user preference and/or training it , for determine proposed by action model.

The definition for the period action is provided according to the instance aspect of the disclosure to suggest, it is possible to increase body of the user for user apparatus Test.More specifically, system and method described herein can be provided specifically for the customized suggestion of user on one's own initiative Action.More tasks are completed in a manner of so can allow for user efficient and relevant by the time, and can be entertained.And And the data for having time limit activity asked by using instruction user, the system and method for the disclosure can final advisory be directed to The more suitably action of user, because compared with the supposition for example dependent on user is intended to (for example, the geographical of user is intended to), is used The movable period of family request is more clearly (and may be more accurate).These actions suggested can be in the work asked with user Move in the associated period and complete, user may be not take up the period in other cases.This, which can increase user, to determine The fixed possibility for implementing proposed action.And then by determining that user participates in rank and/or Activity Type, it is described herein System and method can assist in ensuring that proposed action is that context aware and activity are appropriate.

The system and method for the disclosure by using family device can using the computing resource of described computing system come, Suggest that user specifically acts to user on one's own initiative, and the improvement to user apparatus computing technique is provided.For example, user apparatus energy Identification is enough utilized computing systems to asking one or more parameters that to have the user of time limit activity associated, at least part ground There is the movable associated period in time limit in the one or more parameters associated with user and with what user asked, come on one's own initiative Determine the action (for example, task specific action) suggested, and the output for the action that instruction is suggested is provided to user apparatus.Use Computing system Internet search and/or is searched in other ways to accomplish that this point can be performed because reducing user in during idle time The needs of rope content, and help to save the computing resource (for example, process resource, electric power resource) of user apparatus.Moreover, pass through Using computing system on one's own initiative to user's proposal action, the system and method can help to reduce user and (such as be driven from activity Sail) in divert one's attention, therefore increase the security of user.In addition, by by the period associated with there is time limit activity and initially Time threshold is compared, computing system can avoid unnecessarily using computing resource come inadequately determine to be likely to by with The action of the suggestion of family refusal.

In addition, the action suggested can be created and transmitted by the computing system away from user apparatus.Computing system can gather around There are significantly more resource and data, to help to improve the ability for creating the action suggested.For example, computing system can utilize it Computing resource searches for millions of documents on Sheng Dafei (Santa Fe), to create the short summary in city, and/or it is relevant Latest news.Therefore, it is possible to action that is more effective and efficiently definite and providing suggestion.

Referring now to Figure 1, it will be discussed in the exemplary embodiment of the disclosure.Fig. 1 is depicted according to the disclosure The instance system 100 of example embodiment.System 100 can include computing system 102 and at least one user apparatus 104.Calculate System 102 can be away from least one user apparatus 104.For example, computing system 102 can be computing system based on cloud. In some implementations, computing system 102 can be with operating system, software application, the supplier of user apparatus and/or another reality Body is associated.Computing system 102 and user apparatus 104 can be via being directly connected to interconnection and/or can be via can be wired And/or wireless communication network, LAN, WAN, internet etc. are coupled to, and/or can include it is any number of wired and/ Or wireless communication link.

Computing system 102 can include being used to perform the various components of various operations and function as described herein.Example Such as, computing system 102 can include one or more computing devices 106 (for example, server).As will be described with here Ground, computing device 106 can include one or more processors and one or more storage arrangements.The one or more stores Device device can include the one or more tangible non-transitory computer-readable mediums for for example storing computer-readable instruction, These computer-readable instructions cause when executed by one or more processors the one or more processors perform operation and Function, for example, being used to provide those that the definition for the period action is suggested as described herein.

User apparatus 104 can be various types of user apparatus, such as phone, smart phone, tablet computer, navigation system System, personal digital assistant (PDA), laptop computer, desktop computer, computerization wrist-watch (for example, intelligent watch), computer Glasses, computerized headwear, other types of wearable computing device, games system, media player, E-book reader, electricity Depending on platform, the movement of embedding assembly device and/or any other type and/or non-moving computing device.In some embodiment party In formula, user apparatus 104 (either temporarily or permanently) can be located in vehicle 108 (for example, automobile).User apparatus 104 can Including for performing the various components of various operations and function as described herein.For example, user apparatus 104 can include one Or multiple processors and one or more storage arrangements.

User 110 can provide user's input 112 that request has time limit activity 114 to user apparatus.As indicated abovely, There is time limit activity 114 associated with the period 116.Period 116 can be the time that for example complete activity.Period 116 can be it is clear and definite and/or infer.As an example, there is time limit activity 114 to arrive destination locations including user 110 Navigation, and the period 116 can include advance to such as explicitly specified in navigation procedure destination locations (for example, through By vehicle 108) time.Additionally, and/or alternately, can be at least if the car that user is opening her normally commutes The route of estimation, speed, traffic, time of day etc. are based in part on to infer the period 116.In another example, user 110 can use user apparatus 104 make by user take to destination locations (for example, airport) transport request (for example, via Software application), and the vehicle that the period 116 can include asking is reached to connect the time estimated by user 110.

User apparatus 104 can receive request from user user's input 112 of time limit activity 114.In some implementations, User apparatus 104 can handle user's input 112, to determine with having time limit movable 114 associated information, such as period 116th, with there is time limit movable 114 associated one or more positions, etc..For example, it is to destination there is time limit activity 114 In the situation of the navigation requests of position, user apparatus 104 can determine the period 116 (for example, advancing to the bright of destination locations Really and/or time for inferring), home position, destination locations, route, the direction (heading) of user, traffic etc..User fills The data 118 for having time limit activity 114 that instruction user is asked can be sent to computing device 106 (for example, calculating system by putting 104 System is 102).Data 118 can also and/or alternatively instruction have the time limit movable 114 associated with what is determined by user apparatus 104 Information.

Computing device 106 can (for example, from user apparatus 104) receive instruction user request have time limit activity 114 Data 118.In some implementations, computing device 106 can receive the data of instruction time section 116 from user apparatus 104.Calculate Device 106 can determine with having the movable 114 associated periods 116 in time limit (for example, being based at least partially on and having time limit work Move associated information).

In some implementations, computing device 106 can by with have the movable 114 associated periods 116 in time limit with initially Time threshold 120 is compared.(for example, by user, system manager, default setting) initial threshold 120 can be selected, is made If obtained with there is the movable 114 associated periods 116 in time limit to be less than initial threshold 120, computing device 106 will not be to use Family 110 determines the action suggested.Initial time threshold value 120 can be five seconds, ten seconds, 30 seconds, one minute, two minutes etc..Such as The fruit period 116 associated with there is time limit activity is higher than initial time threshold value 120, then computing device 106 can be user 110 Determine the action suggested.However, if the period 116 associated with there is time limit activity is less than initial time threshold value 120, count Calculating device 106 can be to avoid the action for determining to suggest for user 110.Therefore, initial time threshold value 120 can indicate the dynamic of suggestion Make the required shortest time.This can allow for computing system 102 to determine whether be worthwhile for user 110 during the period 116 It is recommended that an action, and it is avoided to be too short to complete the period waste computing resource of the action of suggestion.

As an example, user's request has time limit activity 114 to include user 110 navigating to destination locations, example Such as arrive the house of neighbours.The period 116 in the house for advancing to neighbours can be one minute.120 energy of initial time threshold value Enough it is two minutes.Therefore, computing device 106 can be avoided to 110 proposal action of user, because until user 110 reaches neighbours House period less than threshold value (for example, being unworthy filling with the action of suggestion).If however, advance to the room of neighbours The period 116 in room is ten minutes (for example, due to building), then computing device 106 can be that user 110 determines advancing to neighbour The action of suggestion during the house in residence.In some implementations, when computing device 106 can provide instruction to user apparatus 104 Between section 116 exceed initial time threshold value 120 data 121.

In order to assist in the appropriate action specifically to user 110, computing device 106 can be identified to be had with request The associated one or more parameter 122A-B of the user 110 of time limit activity 114.Such as computing device 106 can be filled from user Put 104 acquisition, first group of parameter 122A and/or from away from user apparatus 104 one or more computing devices (for example, one or Multiple computing devices 106) obtain second group of parameter 122B.First group of parameter 122A can include contacts list, backlog List, with have time limit movable 114 associated information and/or can be stored and/or be accessed by user apparatus 104 and user 110 Associated other information.Second group of parameter 122B can include the calendar of such as user, the software application that user has downloaded, User accesses the media content, user search queries, e-mail data and/or calculating of (for example, download, play, streaming) Other data messages that device 106 can be stored and/or accessed, associated with user 110.In some implementations, in order to save Save computing resource, the period 116 exceed initial threshold 120 situation in, user apparatus 104 can be provided solely for (and/or meter Calculating device 106 can only obtain) first group of parameter 122A (and/or second group of parameter 122B).As indicated above, at this In the system and method that describe be capable of providing and set for the protectiveness of user information and which user's control computing system uses The ability of a little information.

Computing device 106 can be based at least partially on the parameter 122A-B associated with user 110 and with there is time limit work The dynamic 114 associated period 116, to determine the action suggested.It is recommended that action can be with there is time limit activity 114 associated Period 116 in complete.For example, when determining proposed action, computing device can work out the list of possible action, And ignore from the list with there is any action that cannot be completed in the movable 114 associated periods 116 in time limit.In user 110 determine and/or provide to user 110 to build without request by the specific action being proposed and/or without request computing device 106 During the action of view, computing device 106 can determine the action suggested on one's own initiative.This can aid in reduce user divert one's attention (for example, Caused by Client-initiated search).Moreover, by using the parameter associated with user 110, computing device 106 can It is suggesting customizing for specific user 110 on one's own initiative and can with user ask have time limit activity 114 it is associated when Between the action completed in section 116.This can increase user 110 by the chance for the action for receiving to suggest (for example, being filled with search user Put 104 and/or internet be used to entertain it is opposite).

Computing device 106 can determine the action of various number and type of suggestions.It is recommended that action can be that entirety has , it is recreational and/or specific to user 110.Computing device 106 can be that user 110 was determined within the period 116 One or more actions suggested of completion.In some implementations, it is proposed that action can include location-specific action, such as Along the suggestion anchor point (such as restaurant, shop) of travel route.Position specific action can be really include (and/or with its phase Association) specific location (for example, for complete the action) action.In some implementations, it is proposed that action can include task Specific action, such as entertaining user and/or being used for realization the action of specific user's target.Moreover, task specific action energy Enough it is the action for not including (and/or not associated therewith) specific location (for example, being used for execution).

It will spend drive to destination within 55 minutes as an example, computing device 106 can receive instruction user 110 The data 118 of the navigation activity of position.Inter alia, computing device 106 can identify instruction usually by 110 streaming of user Transmission and/or the parameter for the media content (for example, blog) downloaded.Computing device 106 can determine that user 110 not yet accesses The new collection of drama of (for example, downloading, stream transmission) favorite blog (for example, blog A) of user.Moreover, computing device 106 can The duration for determining blog is 42 minutes, and therefore can be in the period 116 for having time limit activity 116 (for example, four 15 minutes) in complete.In this way, computing device 106 the listening to blog of the task can be designated as to user 110 suggests it is dynamic Make, to occupy the traveling time of 45 minutes.

In another example, computing device 106 can receive what instruction user 110 was just being advanced in the morning commuting of user Data 118.Commuting time is about 20 minutes, and the do list instruction user 110 of user is wanted at a time " making a phone call to Jack ".The task of " calling Jack " can be appointed as in user to lead in the morning by computing device 106 on one's own initiative The action for the suggestion completed during duty.

In another example, computing device 106 can receive transport of the instruction from the current location of user to airport please The data 118 asked.It can be ten minutes with this period 116 for having time limit activity associated, because requested vehicle will Ten minutes the estimated positions for reaching user are spent to connect user 110.Computing device 106 can identify that instruction user 110 is worked as It later has parameter airline flights, associated with user's calendar, and is determined on one's own initiative for user to user The action for the suggestion that flight is checked in.This can allow for user to complete the purpose checked in her flight, this usually may be used It can need less than 10 minutes (for example, period 116).Additionally, and/or alternately, computing device 106 can identify instruction User 110 wants parameter that at a time " call drycleaner's ", associated with the do list of user.Computing device 106 can suggest user " calling drycleaner's " when waiting requested vehicle to reach.

In some implementations, computing device 106 can receive the instruction user associated with there is time limit activity 114 and participate in level Other 126 and with there is the data 124 of at least one in time limit movable 114 associated Activity Types 128.106 energy of computing device At least one in user's participation rank 126 and Activity Type 128 is enough based at least partially on, to determine the action suggested.Meter Calculating device 106 can be from user apparatus 104 (for example, can determine the user apparatus of such information) and/or one or more Other computing devices obtain instruction user and participate in rank 126 and/or the data 124 of Activity Type 128.

User participate in rank 126 can indicate perform have needed for time limit movable 114 period users 110 interactive quantity (or Deficiency).Activity Type 128 can instruction user can have the time limit activity 114 during perform movable type.For example, give Determine Activity Type 128 (for example, along can navigation way travel), it can be high that the user for navigation activity, which participates in rank 126, 's.Given Activity Type 128 (for example, waiting vehicle), it can be low that the user for transport request activity, which participates in grade 126, 's.Therefore, participate in that rank 126 is high and/or Activity Type 128 (for example, drive) instruction user 110 will be more positive in user In the case that ground participates in, computing device 106 can determine the action for the suggestion that can need the less active interaction of user 110 (for example, listening to blog).However, participating in that rank 126 is low and/or Activity Type 128 (for example, wait ride) refers in user In the case of showing user 110 and less actively assisting in, computing device 106, which can determine, can require user 110 to carry out more The suggestion of positive interaction action (for example, checked in using user apparatus 104 to user's flight, fill in passport renewal should With).By this way, computing device 106 can determine the action of context aware and movable appropriate suggestion.

Additionally, and/or alternately, it is proposed that action can be based at least partially on user's request and have the time limit movable 114 and/or with there is the reason for time limit movable 114 associated destination locations.For example, if user's request navigates to baseball , then computing device 106 can suggest that user listens to the blog related with the host team in ball park.In another example, sometimes Limit activity 114 can be associated with the transport request to destination locations (for example, New Mexico Sheng Dafei).It is recommended that action Can be associated with destination locations, such as read and reach irrelevant latest news article with holy.

Computing device 106 can produce the output 130 for the action that instruction is suggested.Computing device 106 can be to user apparatus 104 provide the output 130 for the action that instruction is suggested.Output 130 can include the audio output for indicating the action of suggestion and can Via the user interface on user apparatus 104 come at least one in the visual output of the action proposed by show, instruction.It is defeated Go out 130 can for example by analytic parameter and in some implementations by identify the software application associated with the action of suggestion come Produce.By this way, computing device 106 can provide the action suggested to user 110 on one's own initiative, ask to count without user Calculate the action that device 106 determines and/or provide to suggest.

In some implementations, output 130 can include the user interface for the action that instruction is suggested, user interface can be in user Shown on device 104.In some implementations, output 130 can include via display device (for example, user apparatus 104) existing The message shown in user interface.For example, Fig. 2 depicts the example user interface 200 according to the example embodiment of the disclosure.Energy Enough display devices 202 via user apparatus 104 show user interface 200.Visual output 204 can indicate that one or more is built The action 205A-C of view, and can be shown via user interface 200.Additionally, and/or alternately, audio output 206 The action of suggestion can be indicated (for example, " it is 45 minutes to drive to destination from your position, you have the one of a blog A Collection is 42 minutes, you want to listen blog”).User apparatus 104 can be configured as via audio output component (example Such as, loudspeaker) send audio output 206 to user 110.

User 110 is able to confirm that the action of suggestion to realize it, or the action suggested of refusal and ignore it.110 energy of user User's input 208 is enough provided to confirm or refuse the action 205A-C of one or more suggestions.Such as, it is proposed that action 205A-C Can be associated with interactive elements (for example, widget, soft key, hyperlink) so that user can be by first with interactive mode Element interaction is realized the action 205A-C of suggestion, is started, is started, etc..For example, user 110 can select suggestion Act 205A so that user apparatus 104 starts to play blog for user 110.In some implementations, user 110 can via with Family inputs (for example, phonetic entry) to confirm the action 205A-C of one or more suggestions, and the user's input instruction is suggested dynamic Make the confirmation (for example, "Yes", " broadcasting blog ") of one or more of 205A-C.User 110 can be refused by providing instruction User's input (for example, sliding the selection for touching interaction, ignoring element) of the action 205A-C suggested one or more absolutely, to refuse The action 205A-C suggested one or more absolutely.In some implementations, user 110 can be by avoiding carrying in special time period For any input of the action 205A-C on suggestion, to refuse the action 205A-C of suggestion, so as to ignore the suggestion.So Period after, user apparatus 104 can remove visual output 204 from user interface 200 and/or carry to user 110 Wake up (for example, vision, audio).

Computing system 102 can be used to determine the dynamic of suggestion using these confirmations and/or refusal to train and/or build it The model of work.Fig. 3 depicts training/structure of the machine learning model of the exemplary embodiment according to the disclosure.Computing system 102 can include and/or associated with training computing system 300 in other ways, and trained computing system 300 can be in local reality It is existing, and/or remotely realized from computing device 106.Training system 300 can include simulation trainer 302, it uses various instructions Practice or learning art is trained and/or helps to build such as suggestion mode 304 (for example, being stored and/or being made by computing system 102 With).Model 304 can be the machine learning model associated with the action of identified suggestion.Model 304 can be or energy Enough include the model of various machine learning, such as neutral net (for example, deep-neural-network) or other multilayered nonlinear models.

Model trainer 302 can be based at least partially on one group of training data 306 and carry out training pattern 304.In some realities In existing, training data 306 can be provided by computing system 102 or select (for example, from database) otherwise.For example, Model trainer 302 can be trained using the training data 306 of instruction user confirmation and/or the action for refusing past suggestion Model 304.Computing device 106 can receive the 132 (example of data that instruction user 110 confirms or refuse the action 205A-C of suggestion Such as, shown in Fig. 1).Computing device 106 can be based at least partially on instruction confirm or refusal data 132, come train and/ Or the machine learning model 304 that structure is associated with the action (for example, 205A-C) of identified suggestion.For example, it can use Training data 304 trains and/or builds model 304, and training data 304 is indicated by user 110 confirms and/or refuses The action of known suggestion.Additionally, and/or alternately, training data 304 can be a kind of data, it include with Family 110 confirm or refuse to suggest action when the user 110 and/or requested information for having time limit activity 114 associated, its with It is recommended that action be associated.This training can help to build and/or improved model 304, with some active stages for having the time limit Between (and/or other in the case of) more accurately reflect preference of the specific user to the action of some suggestions.By this way, calculate System 102 better understood when the preference of user and use their (for example, as parameters) to determine the action (example suggested Such as, 205A-C).This can aid in increase computing device 106 by the action 205A-C of the definite suggestion that will be realized by user 110 Possibility, so as to avoid the action to undesirable suggestion from using process resource.

Fig. 4 depicts the flow that the definition for the period case method that action is suggested is provided according to the example embodiment of the disclosure Figure.One or more parts of method 400 can realize by one or more computing devices, all as depicted in figs. 1 and 2 those A bit.Moreover, one or more parts of method 400 can be in the hardware structure of apparatus described herein (for example, as shown in Figure 5) Realize as algorithm on part, suggested with for example providing the definition for the period action to the user on one's own initiative.For the purpose for indicating and discussing, Fig. 4 depicts the step of being performed with particular order.Using disclosure provided herein, those of ordinary skill in the art will manage The step of solution, any method being discussed herein, can in a variety of ways be adjusted, rearranges, extends, omits or change, and The scope of the present disclosure is not departed from.

In (402), method 400 can include receiving to there is the request of time limit activity.For example, user apparatus 104 can connect Receive request and perform the user's input 112 for having time limit activity 114.There is time limit activity 114 associated with the period 116.For example, As described herein, time limit activity 114 includes the navigation that user 110 arrives destination locations, and 114 energy of period It is enough to include advancing to the time of destination locations.In (404), user apparatus 104 can be to the computing device of computing system 102 106, which provide instruction, the data 118 of time limit activity 114.Computing device 106 can be received from user apparatus 104 in (406) and indicated The data for having time limit activity 116 of user's request.

It can determine in a variety of ways with there is the movable 114 associated periods 116 in time limit.In some implementations, user Device 104 can have 114 associated information of time limit activity and/or by calculating dress from another by handling with requested Put and provide it the data of instruction time section 116 to determine with there are the movable 114 associated periods 116 in time limit.User apparatus 104 can provide the number of instruction time section 116 (e.g., including in data 118 and/or other data) to computing device 106 According to.In some implementations, computing device 106 can determine with there is the movable 114 associated periods 116 in time limit.For this reason, calculate Device 106 can handle with have 114 associated information of time limit activity (for example, until requested vehicle connect user when Between, the distance between requested vehicle and user) and/or from another computing system (for example, and transport service provider What system was associated) data of reception instruction time section 116.

In (408), method 400 can be included the period compared with initial time threshold value.For example, computing device 106 can be by with having the movable 114 associated periods 116 in time limit with indicating needed for the action (for example, 205A-C) of suggestion The initial time threshold value 120 of shortest time is compared.As described above, this can allow for computing device 106 to determine whether to be worth Consumption determines the computing resource needed for one or more action 205A-C suggested.In some implementations, in (410), dress is calculated Put 106 and be capable of providing the data 121 whether instruction time section 116 exceedes initial time threshold value 120.User apparatus 104 can be (412) this data are received.For example, this can allow for user apparatus 104 to determine whether that computing device 106 provides and user 110 associated parameters.For example, in the situation that the period 116 is no more than initial time threshold value 120, user apparatus 104 can Avoid providing the parameter (for example, 122A) associated with user 110 to computing device 106.In some implementations, in the period 116 really more than in the situation of initial time threshold value 120, and user apparatus 104 can provide and user 110 to computing device 106 Associated parameter (for example, 122A).

In (414), method 400 can include identifying the one or more parameters associated with user 110.For example, calculate Device 106 can identify the one or more parameter 122A-Bs associated with asking the user 110 of time limit activity 114.Such as this Literary described ground, the parameter associated with user 110 can include the first group of parameter 122A (example obtained from user apparatus 104 Such as, contacts list, do list) and/or from second group of parameter obtaining of computing device away from user apparatus 104 122B (for example, user's calendar, the software application downloaded, the media content downloaded).Additionally, and/or alternately, exist (416), method 400 can include receiving instruction user participation rank and/or the data of Activity Type.For example, computing device 106 It can receive and indicate the Activity Type 128 associated with there is time limit activity 114 (for example, navigation of automobile) (for example, driving) Data, and/or can receive and indicate that the user associated with there is time limit activity 114 (for example, navigation of automobile) participates in rank 126 Data (for example, high).Participate in rank 126 and Activity Type 128 can be by computing device 106 in identical and/or different number According to being received in set.

In (418), method 400 can include determining the action suggested.For example, computing device 106 can be at least in part Based on the one or more parameter 122A-Bs associated with user 110 and with there is the movable 114 associated periods 116 in time limit (on one's own initiative) the action 205A-C suggested is determined.Different types of suggestion can be determined using different types of parameter 122A-B Action.It is recommended that action 122A-B can be with there is completion in the movable 114 associated periods 116 in time limit.Such as this paper institutes Description ground, it is proposed that action 205A-C can be the task specific action unrelated with the position for completing the action.For example, meter The data 118 of transport request of the instruction from user current location to restaurant can be received by calculating device 106.There is time limit activity with this The associated period 116 can be ten minutes, because requested vehicle will spend about ten minutes positions come up to user Put to connect user 110.Computing device 106 can identify instruction user 110 want at a time " calling drycleaner's ", with The parameter that the do list of user is associated.Computing device 106 can suggest user, and when waiting vehicle to reach, " calling is dry Wash shop ".In some implementations, computing device 106 can be based at least partially on user's participation rank 126 and determine to build (on one's own initiative) The action (for example, calling drycleaner's) of view, when user 110 waits requested transport, it can be low that user, which participates in rank 126, 's.Additionally, and/or alternately, it is next can be based at least partially on Activity Type 128 (for example, wait) for computing device 106 Determine the action (for example, calling) suggested so that the security and/or consciousness of user will not be due to performing the action suggested And it is damaged.In some implementations, it is proposed that action can be based at least partially on the history of user (for example, confirmation/refusal It is recommended that action), based on other people (for example, other users/driver), and/or can be ready-made suggestion (canned suggestion)。

In (420) and (422), method 400 can include producing the output for the action that instruction is suggested and provide the output.Example Such as, computing device 106 can produce the output 130 of the one or more action 205A-B suggested of instruction.Output 130 can include The audio output 206 for the action 205A-C for indicating to suggest and instruction suggest it is action 205A-C (for example, " call to drycleaner's "), Can be via in the visual output 204 (for example, text message, graphical messages) that the user interface 200 on user apparatus 104 is shown It is at least one.Computing device 106 can provide the output 130 for the action 205A-C that instruction is suggested to user apparatus 104.

In (424), user apparatus 104 can receive the output 130 for the action 205A-C that instruction is suggested.User apparatus 104 Can be configured as that the action 205A-C of suggestion is transmitted to user 110 (for example, via display device 202) in (426).User 110 fingers that can be watched (for example, visual output 204), hear (for example, audio output 206) and/or feel the action of suggestion Show (such as vibration).User 110 is able to confirm that and/or refuses the action 205A-C of one or more suggestions.For example, in (428), User apparatus 104 can receive confirmation and/or user's input 208 of the one or more action 205A-C suggested of refusal.

In the case where user 110 confirms the action of more than one suggestion, user apparatus 104 can with particular order and/ Or these actions (if possible) are realized at the same time.For example, user apparatus 104 can be passed according to the action 205A-C of suggestion Give the order of user 110, it is proposed that the orders that are confirmed by user 110 of action 205A-C and/or preference (example based on user Such as, determined by model 304) realize the action 205A-C of suggestion so that implement most preferably action first.

In (430) and (432), respectively, method 400 can include providing and receiving instruction user confirmation or refusal is suggested Action 205A-C data.For example, user apparatus 104 is capable of providing the action that instruction user 110 confirms and/or refuse to suggest The data 132 of 205A-C.Computing device 106 can receive instruction user 110 from user apparatus 1104 and confirm and/or refuse to suggest Action 205A-C data 132.In (434), computing device 106 can be based at least partially on instruction and confirm and/or refuse Data 132 to update, build, training etc. the model 304 associated with the action 205A-C of definite suggestion.With this side Formula, computing system 102 can learn and/or track the preference of user 110.Computing system 102 can be user using model 304 110 determine with the more high likelihood for meeting user preference so that the action for the suggestion being confirmed.

Fig. 5 depicts the instance system 500 according to the exemplary embodiment of the disclosure.System 500 can include calculating system System 502 and one or more user apparatus 504.Computing system 502 and user apparatus 504 can correspond to as described herein Computing system 102 and at least one user apparatus 104.Computing system 502 and user apparatus 504 can be configured to via one Or multiple networks 505 communicate.

Computing system 502 can include one or more computing devices 506.Computing device 506 can include one or more A processor 508A and one or more storage arrangement 508B.One or more processors 508A can be any suitable Processing unit (for example, processor core, microprocessor, ASIC, FPGA, controller, microcontroller etc.), and can be one Processor or the multiple processors operationally connected.Storage device 508B can include one or more non-transitory computers Readable storage medium storing program for executing, RAM, ROM, EEPROM, EPROM, flush memory device, disk etc., and/or its combination.

Storage arrangement 508B can be stored by the addressable information of one or more processors 508A, including can be by this The computer-readable instruction 508C that one or more processors 508A is performed.Instruction 508C can be when by the one or more Reason device 508A causes one or more processors 508A to perform any instruction set of operation when performing.In certain embodiments, Instruction 508C can be performed by one or more processors 508A so that one or more processors 508A execution is such as counted Calculate device 106 any operation and function or computing device 106 is configured as described herein any operation and function, For providing the definition for the period operation (for example, one or more parts of method 400) that action is suggested, and/or as retouched herein Ground is stated, for providing the definition for the period any other operation or function that action is suggested.As an example, these operations can include connecing Receive and indicate that the data, identification and the request that have time limit activity of the user request associated with the period have user's phase of time limit activity Associated one or more parameter, be based at least partially on the one or more parameters associated with user and with there is the time limit movable The associated period determines the action of suggestion, wherein proposed action can be in the period associated with there is time limit activity Interior completion, and the output for indicating proposed action is provided to user apparatus, wherein user apparatus is configured as passing to user Up to proposed action.Instruct 508C can be the software write with any suitable programming language, or can with hardware come Realize.Additionally, and/or alternately, instruct 508C can be on processor 508A with logic and/or actually independent Thread performs.

One or more storage device 508B, which can also be stored, to be retrieved by one or more processors 508A, behaviour The data 508D for making, creating or storing.Data 508D can include such as instruction have time limit activity data, its it is associated when Between section, initial time threshold value, the one or more parameters associated with user, user participate in rank, Activity Type, suggest it is dynamic Work, output, training data, suggestion mode and/or other data or information.Data 508D can be stored in one or more numbers According in storehouse.The one or more database can be connected to computing device 506 by high bandwidth LAN or WAN, or can also lead to Cross network 505 and be connected to computing device 506.The one or more database can be distributed, so that they are positioned at multiple In place.

Computing device 506 can also include being used for one or more of the other component (example by network 505 with system 500 Such as, user apparatus 504) communication network interface 508E.Network interface 508E can include being used to connect with one or more networks Any suitable component of mouth, including such as transmitter, receiver, port, controller, antenna or other suitable components.

As described herein, user apparatus 504 can be the computing device of any suitable type.504 energy of user apparatus Enough include one or more processors 510A and one or more storage arrangement 510B.One or more processors 510A energy Enough include any suitable processing unit, such as microprocessor, microcontroller, integrated circuit, application-specific integrated circuit (ASIC), number Word signal processor (DSP), field programmable gate array (FPGA), logical device, one or more central processing unit (CPU), graphics processing unit (GPU) (for example, being exclusively used in efficiently rendering image), the processing unit of the other dedicated calculations of execution Deng.Storage device 510B can include one or more non-transitory computer-readable recording mediums, such as RAM, ROM, EEPROM, EPROM, flash memory device, disk etc., and/or its combination.

Storage arrangement 510B can include one or more computer-readable mediums, and can store can be one by this Or the information that multiple processor 510A are accessed, including the instruction 510C that can be performed by one or more processors 510A.Example Such as, storage device 510B can store for run one or more software applications instruction 510C, display user interface, receive User's input, processing user input, access parameter etc..As described herein.In certain embodiments, instruct 510C can be by this One or more processors 510A is performed so that one or more processors 510A performs operation, such as 504 quilt of user apparatus Any operation of configuration and function, and/or any other operation or function of user apparatus 504 as described herein.Instruction 510C can be the software write with any suitable programming language, or can be realized with hardware.Additionally, and/or can Alternatively, instruct 510C can be on processor 510A with logic and/or actually independent thread performs.

One or more storage device 510B, which can also be stored, to be retrieved by one or more processors 510A, behaviour Data 510D that is vertical, creating or store.Data 510D, which can include such as data of instruction user input, instruction, time limit activity Data, the data of instruction time section, the instruction data of parameter associated with user etc..In some implementations, data 510D It can be received from another device.

User apparatus 504 can also include being used for one or more of the other component (example by network 505 with system 500 Such as, computing device 506) communication network interface 510E.Network interface 510E can include being used to connect with one or more networks Any suitable component of mouth, including such as transmitter, receiver, port, controller, antenna or other suitable components.

User apparatus 504 can include one or more input link 510F and/or one or more output link 510G. Input link 510F can be included for example for the hardware and/or software from user's receive information, such as touch-screen, touch pad, Mouse, data entry key, loudspeaker, the microphone etc. for being suitable for speech recognition.Output link 510G can include being used for audible Ground produces the hardware and/or software of audio content (for example, blog) for user.For example, audio output component 510G can include One or more speakers, earphone, head-wearing device, mobile phone etc..Output link 510G can include display device, the display device It can include being used for the hardware for displaying for a user user interface and/or message.As an example, output link 510G can include showing Display screen, CRT, LCD, plasma screen, touch-screen, TV, projecting apparatus and/or other suitable display members.In some implementations, User apparatus 504 can not include display device.

Network 505 can be any kind of communication network, such as LAN (for example, Intranet), wide area network (such as because Special net), cellular network or its certain combination, and any amount of wiredly and/or wirelessly link can be included.Network 505 is also It can be included between one or more components of system 500 and be directly connected to.In general, it can be made by the communication of network 505 With various communication protocols (such as TCP/IP, HTTP, SMTP, FTP), coding or form (such as HTML, XML) and/or protection side Case (such as VPN, secure HTTP, SSL) is carried via any kind of wiredly and/or wirelessly connection.

The Technical Reference being discussed herein server, database, software application and other computer based systems, And the action taken and the information to these systems and from its transmission.It will be appreciated by those of ordinary skill in the art that base Allow the various possible of task between components and among component and function in the inherent flexibility of system for computer Configuration, combination and division.For example, the server processes being discussed herein can be come using individual server or multiple server combinations Realize.Database and application program can on a single be realized or be distributed on multiple systems.Distributed element can be suitable Sequence or concurrently run.

Moreover, the calculating task for here as performing and discussing on the server can alternatively be held in user device OK.Similarly, the calculating task for here as performing and discussing on a user device can be performed alternatively at server.

Although this theme is described in detail on its specific illustrative embodiment and method, it will be understood that this Field technology personnel obtain to the understanding of foregoing teachings after, easily these embodiments can be made change, change and It is equivalent.Therefore, the scope of the present disclosure be as an example, rather than limitation, and such as those of ordinary skill in the art and Speech will be it should be evident that this theme discloses such modification, change and/or the addition being not excluded for this theme.

Claims (15)

1. a kind of be used to provide the definition for the period computer implemented method that action is suggested, including：

The data for having time limit activity of instruction user request are received from user apparatus by one or more computing devices, wherein described Have the time limit activity it is associated with the period；

As the identification of one or more of computing devices with ask described in one or more that to have the user of time limit activity associated Parameter；

The one or more of ginsengs associated with the user are based at least partially on by one or more of computing devices Count and there is the movable associated period in time limit to determine the action suggested with described；And

The output for the action for indicating the suggestion is provided from one or more of computing devices to the user apparatus.

2. computer implemented method according to claim 1, wherein, the action of the suggestion be with it is described for completing It is recommended that action the unconnected task specific action in position.

3. computer implemented method according to claim 1, further comprises：

Instruction and the number for having time limit movable associated user to participate in rank are received by one or more of computing devices According to；And

User's participation rank is based at least partially on by one or more of computing devices to determine the dynamic of the suggestion Make.

4. computer implemented method according to claim 1, further comprises：

Instruction and the data for having time limit movable associated Activity Type are received by one or more of computing devices；With And

The Activity Type is based at least partially on by one or more of computing devices to determine the action of the suggestion.

5. computer implemented method according to claim 1, wherein, the action of the suggestion can with it is described sometimes Completed in the period that limit activity is associated.

6. computer implemented method according to claim 1, wherein, the output includes indicating the action of the suggestion Audio output and can show via the user interface on the user apparatus, the vision of action that indicate the suggestion it is defeated It is at least one in going out.

7. computer implemented method according to claim 1, further comprises：

There to be the movable associated period in time limit with indicating the suggestion with described by one or more of computing devices The initial time threshold value of shortest time needed for action is compared.

8. computer implemented method according to claim 1, further comprises：

Received by one or more of computing devices from the user apparatus and indicate that the user confirms or refuse the suggestion Action data；And

By one or more of computing devices be based at least partially on indicate it is described confirmation or refusal data come update with really The model that the action of the fixed suggestion is associated.

9. computer implemented method according to claim 8, wherein, updating the model includes being based at least partially on The confirmation or the data refused are indicated to train the machine learning model associated with the action of the definite suggestion.

10. computer implemented method according to claim 1, further comprises：

Determine there is the movable associated period in time limit with described by one or more of computing devices.

11. computer implemented method according to claim 1, wherein, the parameter associated with the user includes：From First group of parameter that the user apparatus obtains and the second group of parameter obtained from the computing device away from the user apparatus.

12. computer implemented method according to claim 1, wherein, it is described to there is time limit activity to include the user Navigate to destination locations, and time of the period including advancing to the destination locations.

13. computer implemented method according to claim 1, wherein, it is described to have time limit activity with arriving destination locations Transport request be associated, and the action of the suggestion is associated with the destination locations.

14. a kind of be used to provide the definition for the period system that action is suggested, the system comprises：

One or more processors；And

One or more storage arrangements, one or more of storage arrangement store instructions, described instruction is by described one A or multiple processors make one or more of processors perform according to any one of preceding claims when performing Method.

15. one or more tangible non-transitory computer-readable recording mediums, the tangible non-transitory computer can Storage medium storage computer-readable instruction is read, the computer-readable instruction makes institute when being performed by one or more processors State method of the one or more processors execution according to any one of claim 1-13.